{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "square-verse",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Model Loaded...\n"
     ]
    }
   ],
   "source": [
    "from medpy.metric.binary import hd, hd95, dc, jc, assd\n",
    "import numpy as np\n",
    "from tqdm import tqdm\n",
    "import torch\n",
    "import torch.nn.functional as F\n",
    "import os, sys, cv2\n",
    "import matplotlib.pyplot as plt\n",
    "\n",
    "sys.path.append('/raid/wjc/code/xbound_former')\n",
    "os.environ['CUDA_VISIBLE_DEVICES'] = '0'\n",
    "device = torch.device(\"cuda:0\" if torch.cuda.is_available() else \"cpu\")\n",
    "\n",
    "from lib.xboundformer import _segm_pvtv2\n",
    "\n",
    "target_size = (512, 512)\n",
    "model = _segm_pvtv2(1, 1, 1, 1, 352).to(device)        \n",
    "model.load_state_dict(\n",
    "    torch.load(\n",
    "        f'logs/isbi2016/test_loss_1_aug_1/bl_1_1/fold_0/model/best.pkl'\n",
    "    ))\n",
    "print('Model Loaded...')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "standard-connectivity",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Loaded 200 frames\n"
     ]
    }
   ],
   "source": [
    "fold = 'PH2'\n",
    "model.eval()\n",
    "from utils.isbi2016_new import norm01, myDataset\n",
    "if fold == 'PH2':\n",
    "    dataset = myDataset(split='test', aug=False)\n",
    "else:\n",
    "    dataset = myDataset(split='valid', aug=False)\n",
    "test_loader = torch.utils.data.DataLoader(dataset, batch_size=1)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "regulated-johnson",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "200it [00:13, 14.96it/s]\n"
     ]
    }
   ],
   "source": [
    "datas = []\n",
    "labels = []\n",
    "outputs = []\n",
    "for batch_idx, batch_data in tqdm(enumerate(test_loader)):\n",
    "    data = batch_data['image'].to(device).float()\n",
    "    label = batch_data['label'].to(device).float()\n",
    "    path = batch_data['image_path'][0]\n",
    "    with torch.no_grad():\n",
    "        output, point_pred1, point_pred2, point_pred3 = model(data)\n",
    "    output = torch.sigmoid(output)[0][0]\n",
    "    output = (output.cpu().numpy() > 0.5).astype('uint8')\n",
    "    output = (cv2.resize(output, target_size, cv2.INTER_NEAREST) >\n",
    "              0.5) * 1\n",
    "    image = batch_data['image'][0].numpy().transpose(1,2,0)\n",
    "    label = batch_data['label'][0,0]\n",
    "    datas.append(image)\n",
    "    labels.append(label)\n",
    "    outputs.append(output)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "id": "later-installation",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.image.AxesImage at 0x7f02f13e0c50>"
      ]
     },
     "execution_count": 27,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x288 with 3 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "import random\n",
    "_id = random.randint(0,len(datas)-1)\n",
    "plt.figure(figsize=(12,4))\n",
    "plt.subplot(1,3,1)\n",
    "plt.imshow(datas[_id])\n",
    "plt.subplot(1,3,2)\n",
    "plt.imshow(labels[_id])\n",
    "plt.subplot(1,3,3)\n",
    "\n",
    "plt.imshow(outputs[_id])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "departmental-encounter",
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.9"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}
